Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 230119 |
| Missing cells | 235352 |
| Missing cells (%) | 3.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 56.2 MiB |
| Average record size in memory | 256.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 11 |
| Text | 4 |
def_penalty is highly overall correlated with def_penalty_yards | High correlation |
def_penalty_yards is highly overall correlated with def_penalty | High correlation |
def_qb_hits is highly overall correlated with def_sack_yards and 1 other fields | High correlation |
def_sack_yards is highly overall correlated with def_qb_hits and 1 other fields | High correlation |
def_sacks is highly overall correlated with def_qb_hits and 1 other fields | High correlation |
def_tackles is highly overall correlated with def_tackles_solo | High correlation |
def_tackles_for_loss is highly overall correlated with def_tackles_for_loss_yards | High correlation |
def_tackles_for_loss_yards is highly overall correlated with def_tackles_for_loss | High correlation |
def_tackles_solo is highly overall correlated with def_tackles | High correlation |
position is highly overall correlated with position_group | High correlation |
position_group is highly overall correlated with position | High correlation |
season_type is highly overall correlated with week | High correlation |
week is highly overall correlated with season_type | High correlation |
season_type is highly imbalanced (75.1%) | Imbalance |
def_fumbles_forced is highly imbalanced (87.8%) | Imbalance |
def_interceptions is highly imbalanced (86.7%) | Imbalance |
def_tds is highly imbalanced (96.5%) | Imbalance |
def_fumbles is highly imbalanced (99.2%) | Imbalance |
def_fumble_recovery_own is highly imbalanced (98.8%) | Imbalance |
def_fumble_recovery_opp is highly imbalanced (89.8%) | Imbalance |
def_safety is highly imbalanced (98.8%) | Imbalance |
player_name has 124595 (54.1%) missing values | Missing |
headshot_url has 109886 (47.8%) missing values | Missing |
def_fumble_recovery_yards_own is highly skewed (γ1 = 98.87929602) | Skewed |
def_fumble_recovery_yards_opp is highly skewed (γ1 = 22.15369397) | Skewed |
def_tackles has 29880 (13.0%) zeros | Zeros |
def_tackles_solo has 39957 (17.4%) zeros | Zeros |
def_tackles_with_assist has 173784 (75.5%) zeros | Zeros |
def_tackle_assists has 112462 (48.9%) zeros | Zeros |
def_tackles_for_loss has 185400 (80.6%) zeros | Zeros |
def_tackles_for_loss_yards has 206176 (89.6%) zeros | Zeros |
def_sacks has 201981 (87.8%) zeros | Zeros |
def_sack_yards has 203330 (88.4%) zeros | Zeros |
def_qb_hits has 188368 (81.9%) zeros | Zeros |
def_interception_yards has 221933 (96.4%) zeros | Zeros |
def_pass_defended has 181209 (78.7%) zeros | Zeros |
def_fumble_recovery_yards_own has 230000 (99.9%) zeros | Zeros |
def_fumble_recovery_yards_opp has 227993 (99.1%) zeros | Zeros |
def_penalty has 197162 (85.7%) zeros | Zeros |
def_penalty_yards has 197476 (85.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-09 02:44:32.779604 |
|---|---|
| Analysis finished | 2024-08-09 02:45:17.503072 |
| Duration | 44.72 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
season
Real number (ℝ)
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2011.2405 |
| Minimum | 1999 |
|---|---|
| Maximum | 2023 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 1999 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 2005 |
| median | 2011 |
| Q3 | 2018 |
| 95-th percentile | 2022 |
| Maximum | 2023 |
| Range | 24 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 7.2240908 |
|---|---|
| Coefficient of variation (CV) | 0.0035918582 |
| Kurtosis | -1.2064194 |
| Mean | 2011.2405 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.030384193 |
| Sum | 4.6282466 × 108 |
| Variance | 52.187488 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 2021 | 10126 | 4.4% |
| 2023 | 9992 | 4.3% |
| 2022 | 9907 | 4.3% |
| 2014 | 9367 | 4.1% |
| 2017 | 9353 | 4.1% |
| 2015 | 9353 | 4.1% |
| 2016 | 9291 | 4.0% |
| 2018 | 9278 | 4.0% |
| 2020 | 9275 | 4.0% |
| 2009 | 9256 | 4.0% |
| Other values (15) | 134921 |
| Value | Count | Frequency (%) |
| 1999 | 8640 | |
| 2000 | 8587 | |
| 2001 | 8644 | |
| 2002 | 9088 | |
| 2003 | 8923 | |
| 2004 | 9154 | |
| 2005 | 9040 | |
| 2006 | 9073 | |
| 2007 | 9017 | |
| 2008 | 9061 |
| Value | Count | Frequency (%) |
| 2023 | 9992 | |
| 2022 | 9907 | |
| 2021 | 10126 | |
| 2020 | 9275 | |
| 2019 | 9228 | |
| 2018 | 9278 | |
| 2017 | 9353 | |
| 2016 | 9291 | |
| 2015 | 9353 | |
| 2014 | 9367 |
week
Real number (ℝ)
HIGH CORRELATION
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.5756978 |
| Minimum | 1 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 14 |
| 95-th percentile | 17 |
| Maximum | 22 |
| Range | 21 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.312338 |
|---|---|
| Coefficient of variation (CV) | 0.55477294 |
| Kurtosis | -1.1497254 |
| Mean | 9.5756978 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.018685602 |
| Sum | 2203550 |
| Variance | 28.220935 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 17 | 13763 | 6.0% |
| 15 | 13625 | 5.9% |
| 16 | 13597 | 5.9% |
| 2 | 13500 | 5.9% |
| 14 | 13479 | 5.9% |
| 1 | 13456 | 5.8% |
| 12 | 13375 | 5.8% |
| 13 | 13352 | 5.8% |
| 3 | 13177 | 5.7% |
| 11 | 12800 | 5.6% |
| Other values (12) | 95995 |
| Value | Count | Frequency (%) |
| 1 | 13456 | |
| 2 | 13500 | |
| 3 | 13177 | |
| 4 | 12581 | |
| 5 | 12243 | |
| 6 | 12112 | |
| 7 | 11904 | |
| 8 | 11893 | |
| 9 | 11731 | |
| 10 | 12292 |
| Value | Count | Frequency (%) |
| 22 | 97 | < 0.1% |
| 21 | 948 | 0.4% |
| 20 | 1888 | 0.8% |
| 19 | 3591 | 1.6% |
| 18 | 4715 | 2.0% |
| 17 | 13763 | |
| 16 | 13597 | |
| 15 | 13625 | |
| 14 | 13479 | |
| 13 | 13352 |
season_type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| REG | |
|---|---|
| POST | 9530 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0414134 |
| Min length | 3 |
Characters and Unicode
| Total characters | 699887 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | REG |
|---|---|
| 2nd row | REG |
| 3rd row | REG |
| 4th row | REG |
| 5th row | REG |
Common Values
| Value | Count | Frequency (%) |
| REG | 220589 | |
| POST | 9530 | 4.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 220589 | |
| post | 9530 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 220589 | |
| E | 220589 | |
| G | 220589 | |
| P | 9530 | 1.4% |
| O | 9530 | 1.4% |
| S | 9530 | 1.4% |
| T | 9530 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 699887 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 220589 | |
| E | 220589 | |
| G | 220589 | |
| P | 9530 | 1.4% |
| O | 9530 | 1.4% |
| S | 9530 | 1.4% |
| T | 9530 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 699887 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 220589 | |
| E | 220589 | |
| G | 220589 | |
| P | 9530 | 1.4% |
| O | 9530 | 1.4% |
| S | 9530 | 1.4% |
| T | 9530 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 699887 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 220589 | |
| E | 220589 | |
| G | 220589 | |
| P | 9530 | 1.4% |
| O | 9530 | 1.4% |
| S | 9530 | 1.4% |
| T | 9530 | 1.4% |
player_id
Text
| Distinct | 8403 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
Length
| Max length | 47 |
|---|---|
| Median length | 10 |
| Mean length | 9.9942725 |
| Min length | 1 |
Characters and Unicode
| Total characters | 2299872 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1319 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 00-0021140 | 271 | 0.1% |
| 00-0022161 | 258 | 0.1% |
| 00-0018227 | 252 | 0.1% |
| 00-0026190 | 252 | 0.1% |
| 00-0005322 | 248 | 0.1% |
| 00-0000741 | 231 | 0.1% |
| 00-0020535 | 228 | 0.1% |
| 00-0027647 | 226 | 0.1% |
| 00-0022045 | 226 | 0.1% |
| 00-0000585 | 225 | 0.1% |
| Other values (8393) | 227702 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1036360 | |
| - | 229957 | 10.0% |
| 2 | 205455 | 8.9% |
| 3 | 161325 | 7.0% |
| 1 | 128209 | 5.6% |
| 4 | 99812 | 4.3% |
| 5 | 93577 | 4.1% |
| 6 | 91124 | 4.0% |
| 9 | 89144 | 3.9% |
| 7 | 88389 | 3.8% |
| Other values (4) | 76520 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2299872 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1036360 | |
| - | 229957 | 10.0% |
| 2 | 205455 | 8.9% |
| 3 | 161325 | 7.0% |
| 1 | 128209 | 5.6% |
| 4 | 99812 | 4.3% |
| 5 | 93577 | 4.1% |
| 6 | 91124 | 4.0% |
| 9 | 89144 | 3.9% |
| 7 | 88389 | 3.8% |
| Other values (4) | 76520 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2299872 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1036360 | |
| - | 229957 | 10.0% |
| 2 | 205455 | 8.9% |
| 3 | 161325 | 7.0% |
| 1 | 128209 | 5.6% |
| 4 | 99812 | 4.3% |
| 5 | 93577 | 4.1% |
| 6 | 91124 | 4.0% |
| 9 | 89144 | 3.9% |
| 7 | 88389 | 3.8% |
| Other values (4) | 76520 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2299872 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1036360 | |
| - | 229957 | 10.0% |
| 2 | 205455 | 8.9% |
| 3 | 161325 | 7.0% |
| 1 | 128209 | 5.6% |
| 4 | 99812 | 4.3% |
| 5 | 93577 | 4.1% |
| 6 | 91124 | 4.0% |
| 9 | 89144 | 3.9% |
| 7 | 88389 | 3.8% |
| Other values (4) | 76520 | 3.3% |
player_name
Text
MISSING
| Distinct | 3120 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 124595 |
| Missing (%) | 54.1% |
| Memory size | 1.8 MiB |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 8.3778666 |
| Min length | 5 |
Characters and Unicode
| Total characters | 884066 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 416 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | A.Vinatieri |
|---|---|
| 2nd row | A.Vinatieri |
| 3rd row | T.Brady |
| 4th row | T.Brady |
| 5th row | T.Brady |
| Value | Count | Frequency (%) |
| j.jones | 483 | 0.5% |
| c.jones | 477 | 0.4% |
| d.jones | 463 | 0.4% |
| j.jenkins | 455 | 0.4% |
| j.peppers | 359 | 0.3% |
| d.johnson | 325 | 0.3% |
| m.adams | 316 | 0.3% |
| t.johnson | 313 | 0.3% |
| a.jones | 303 | 0.3% |
| j.johnson | 299 | 0.3% |
| Other values (3118) | 102298 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 105533 | 11.9% |
| e | 61658 | 7.0% |
| n | 53686 | 6.1% |
| a | 53614 | 6.1% |
| o | 49629 | 5.6% |
| r | 49541 | 5.6% |
| s | 40519 | 4.6% |
| l | 40234 | 4.6% |
| i | 39984 | 4.5% |
| t | 24076 | 2.7% |
| Other values (46) | 365592 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 884066 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 105533 | 11.9% |
| e | 61658 | 7.0% |
| n | 53686 | 6.1% |
| a | 53614 | 6.1% |
| o | 49629 | 5.6% |
| r | 49541 | 5.6% |
| s | 40519 | 4.6% |
| l | 40234 | 4.6% |
| i | 39984 | 4.5% |
| t | 24076 | 2.7% |
| Other values (46) | 365592 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 884066 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 105533 | 11.9% |
| e | 61658 | 7.0% |
| n | 53686 | 6.1% |
| a | 53614 | 6.1% |
| o | 49629 | 5.6% |
| r | 49541 | 5.6% |
| s | 40519 | 4.6% |
| l | 40234 | 4.6% |
| i | 39984 | 4.5% |
| t | 24076 | 2.7% |
| Other values (46) | 365592 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 884066 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 105533 | 11.9% |
| e | 61658 | 7.0% |
| n | 53686 | 6.1% |
| a | 53614 | 6.1% |
| o | 49629 | 5.6% |
| r | 49541 | 5.6% |
| s | 40519 | 4.6% |
| l | 40234 | 4.6% |
| i | 39984 | 4.5% |
| t | 24076 | 2.7% |
| Other values (46) | 365592 |
| Distinct | 8220 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 227 |
| Missing (%) | 0.1% |
| Memory size | 1.8 MiB |
Length
| Max length | 27 |
|---|---|
| Median length | 24 |
| Mean length | 12.8884 |
| Min length | 6 |
Characters and Unicode
| Total characters | 2962940 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1260 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | Rahim Abdullah |
|---|---|
| 2nd row | Rahim Abdullah |
| 3rd row | Rahim Abdullah |
| 4th row | Rahim Abdullah |
| 5th row | Rahim Abdullah |
| Value | Count | Frequency (%) |
| williams | 5138 | 1.1% |
| smith | 4052 | 0.9% |
| chris | 3997 | 0.9% |
| johnson | 3412 | 0.7% |
| jones | 3385 | 0.7% |
| mike | 3349 | 0.7% |
| thomas | 2709 | 0.6% |
| brandon | 2622 | 0.6% |
| michael | 2551 | 0.6% |
| brown | 2471 | 0.5% |
| Other values (6064) | 427517 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 256673 | 8.7% |
| a | 243619 | 8.2% |
| 231311 | 7.8% | |
| n | 228406 | 7.7% |
| r | 213471 | 7.2% |
| o | 186325 | 6.3% |
| i | 172662 | 5.8% |
| l | 146206 | 4.9% |
| s | 127608 | 4.3% |
| t | 95249 | 3.2% |
| Other values (46) | 1061410 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2962940 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 256673 | 8.7% |
| a | 243619 | 8.2% |
| 231311 | 7.8% | |
| n | 228406 | 7.7% |
| r | 213471 | 7.2% |
| o | 186325 | 6.3% |
| i | 172662 | 5.8% |
| l | 146206 | 4.9% |
| s | 127608 | 4.3% |
| t | 95249 | 3.2% |
| Other values (46) | 1061410 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2962940 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 256673 | 8.7% |
| a | 243619 | 8.2% |
| 231311 | 7.8% | |
| n | 228406 | 7.7% |
| r | 213471 | 7.2% |
| o | 186325 | 6.3% |
| i | 172662 | 5.8% |
| l | 146206 | 4.9% |
| s | 127608 | 4.3% |
| t | 95249 | 3.2% |
| Other values (46) | 1061410 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2962940 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 256673 | 8.7% |
| a | 243619 | 8.2% |
| 231311 | 7.8% | |
| n | 228406 | 7.7% |
| r | 213471 | 7.2% |
| o | 186325 | 6.3% |
| i | 172662 | 5.8% |
| l | 146206 | 4.9% |
| s | 127608 | 4.3% |
| t | 95249 | 3.2% |
| Other values (46) | 1061410 |
position
Categorical
HIGH CORRELATION
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 322 |
| Missing (%) | 0.1% |
| Memory size | 1.8 MiB |
| DE | |
|---|---|
| CB | |
| DT | |
| OLB | |
| DB | |
| Other values (24) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.1796151 |
| Min length | 1 |
Characters and Unicode
| Total characters | 500869 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | OLB |
|---|---|
| 2nd row | OLB |
| 3rd row | OLB |
| 4th row | OLB |
| 5th row | OLB |
Common Values
| Value | Count | Frequency (%) |
| DE | 36743 | |
| CB | 30193 | |
| DT | 28789 | |
| OLB | 25707 | |
| DB | 20638 | |
| SS | 15388 | |
| FS | 15205 | |
| ILB | 13616 | 5.9% |
| LB | 13348 | 5.8% |
| NT | 7713 | 3.4% |
| Other values (19) | 22457 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| de | 36743 | |
| cb | 30193 | |
| dt | 28789 | |
| olb | 25707 | |
| db | 20638 | |
| ss | 15388 | |
| fs | 15205 | |
| ilb | 13616 | 5.9% |
| lb | 13348 | 5.8% |
| nt | 7713 | 3.4% |
| Other values (19) | 22457 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 113756 | |
| D | 86176 | |
| L | 58900 | |
| S | 46084 | |
| T | 40243 | 8.0% |
| E | 38847 | 7.8% |
| C | 31101 | 6.2% |
| O | 25945 | 5.2% |
| F | 15740 | 3.1% |
| I | 13616 | 2.7% |
| Other values (10) | 30461 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 500869 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 113756 | |
| D | 86176 | |
| L | 58900 | |
| S | 46084 | |
| T | 40243 | 8.0% |
| E | 38847 | 7.8% |
| C | 31101 | 6.2% |
| O | 25945 | 5.2% |
| F | 15740 | 3.1% |
| I | 13616 | 2.7% |
| Other values (10) | 30461 | 6.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 500869 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 113756 | |
| D | 86176 | |
| L | 58900 | |
| S | 46084 | |
| T | 40243 | 8.0% |
| E | 38847 | 7.8% |
| C | 31101 | 6.2% |
| O | 25945 | 5.2% |
| F | 15740 | 3.1% |
| I | 13616 | 2.7% |
| Other values (10) | 30461 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 500869 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 113756 | |
| D | 86176 | |
| L | 58900 | |
| S | 46084 | |
| T | 40243 | 8.0% |
| E | 38847 | 7.8% |
| C | 31101 | 6.2% |
| O | 25945 | 5.2% |
| F | 15740 | 3.1% |
| I | 13616 | 2.7% |
| Other values (10) | 30461 | 6.1% |
position_group
Categorical
HIGH CORRELATION
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 322 |
| Missing (%) | 0.1% |
| Memory size | 1.8 MiB |
| DB | |
|---|---|
| DL | |
| LB | |
| WR | 5538 |
| OL | 4338 |
| Other values (4) | 6381 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.001349 |
| Min length | 2 |
Characters and Unicode
| Total characters | 459904 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | LB |
|---|---|
| 2nd row | LB |
| 3rd row | LB |
| 4th row | LB |
| 5th row | LB |
Common Values
| Value | Count | Frequency (%) |
| DB | 81488 | |
| DL | 73124 | |
| LB | 58928 | |
| WR | 5538 | 2.4% |
| OL | 4338 | 1.9% |
| RB | 3090 | 1.3% |
| TE | 2107 | 0.9% |
| QB | 1029 | 0.4% |
| SPEC | 155 | 0.1% |
| (Missing) | 322 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| db | 81488 | |
| dl | 73124 | |
| lb | 58928 | |
| wr | 5538 | 2.4% |
| ol | 4338 | 1.9% |
| rb | 3090 | 1.3% |
| te | 2107 | 0.9% |
| qb | 1029 | 0.4% |
| spec | 155 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 154612 | |
| B | 144535 | |
| L | 136390 | |
| R | 8628 | 1.9% |
| W | 5538 | 1.2% |
| O | 4338 | 0.9% |
| E | 2262 | 0.5% |
| T | 2107 | 0.5% |
| Q | 1029 | 0.2% |
| S | 155 | < 0.1% |
| Other values (2) | 310 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 459904 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| D | 154612 | |
| B | 144535 | |
| L | 136390 | |
| R | 8628 | 1.9% |
| W | 5538 | 1.2% |
| O | 4338 | 0.9% |
| E | 2262 | 0.5% |
| T | 2107 | 0.5% |
| Q | 1029 | 0.2% |
| S | 155 | < 0.1% |
| Other values (2) | 310 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 459904 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| D | 154612 | |
| B | 144535 | |
| L | 136390 | |
| R | 8628 | 1.9% |
| W | 5538 | 1.2% |
| O | 4338 | 0.9% |
| E | 2262 | 0.5% |
| T | 2107 | 0.5% |
| Q | 1029 | 0.2% |
| S | 155 | < 0.1% |
| Other values (2) | 310 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 459904 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| D | 154612 | |
| B | 144535 | |
| L | 136390 | |
| R | 8628 | 1.9% |
| W | 5538 | 1.2% |
| O | 4338 | 0.9% |
| E | 2262 | 0.5% |
| T | 2107 | 0.5% |
| Q | 1029 | 0.2% |
| S | 155 | < 0.1% |
| Other values (2) | 310 | 0.1% |
headshot_url
Text
MISSING
| Distinct | 4007 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 109886 |
| Missing (%) | 47.8% |
| Memory size | 1.8 MiB |
Length
| Max length | 82 |
|---|---|
| Median length | 82 |
| Mean length | 81.961375 |
| Min length | 81 |
Characters and Unicode
| Total characters | 9854462 |
|---|---|
| Distinct characters | 41 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 555 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | https://static.www.nfl.com/image/private/f_auto,q_auto/league/nftbfn32n3iukep3biiv |
|---|---|
| 2nd row | https://static.www.nfl.com/image/private/f_auto,q_auto/league/nftbfn32n3iukep3biiv |
| 3rd row | https://static.www.nfl.com/image/private/f_auto,q_auto/league/nftbfn32n3iukep3biiv |
| 4th row | https://static.www.nfl.com/image/private/f_auto,q_auto/league/nftbfn32n3iukep3biiv |
| 5th row | https://static.www.nfl.com/image/private/f_auto,q_auto/league/nftbfn32n3iukep3biiv |
| Value | Count | Frequency (%) |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/c7tpbqsqzbg4vw5axw71 | 271 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/s8bqh2tllr3pyz03fvrx | 258 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/wbrve7zrrqiuknohpecm | 252 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/gohbupnj3mhletq96zzu | 252 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/ykgtrwxckxvxdvadgqjf | 226 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/aphgunfzg6ptehfuk8j1 | 226 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/xirozqwhvfycz5m830yf | 221 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/lumuwuwq9kdemsw5uefz | 217 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/caovj6onwsoepaen8tjc | 216 | 0.2% |
| https://static.www.nfl.com/image/private/f_auto,q_auto/league/jbcyxaoosrmj0pn5ynjb | 214 | 0.2% |
| Other values (3997) | 117880 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 916177 | 9.3% |
| / | 841631 | 8.5% |
| a | 801117 | 8.1% |
| e | 553122 | 5.6% |
| o | 447814 | 4.5% |
| u | 442847 | 4.5% |
| w | 442001 | 4.5% |
| i | 433008 | 4.4% |
| . | 360699 | 3.7% |
| l | 325816 | 3.3% |
| Other values (31) | 4290230 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9854462 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 916177 | 9.3% |
| / | 841631 | 8.5% |
| a | 801117 | 8.1% |
| e | 553122 | 5.6% |
| o | 447814 | 4.5% |
| u | 442847 | 4.5% |
| w | 442001 | 4.5% |
| i | 433008 | 4.4% |
| . | 360699 | 3.7% |
| l | 325816 | 3.3% |
| Other values (31) | 4290230 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9854462 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 916177 | 9.3% |
| / | 841631 | 8.5% |
| a | 801117 | 8.1% |
| e | 553122 | 5.6% |
| o | 447814 | 4.5% |
| u | 442847 | 4.5% |
| w | 442001 | 4.5% |
| i | 433008 | 4.4% |
| . | 360699 | 3.7% |
| l | 325816 | 3.3% |
| Other values (31) | 4290230 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9854462 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 916177 | 9.3% |
| / | 841631 | 8.5% |
| a | 801117 | 8.1% |
| e | 553122 | 5.6% |
| o | 447814 | 4.5% |
| u | 442847 | 4.5% |
| w | 442001 | 4.5% |
| i | 433008 | 4.4% |
| . | 360699 | 3.7% |
| l | 325816 | 3.3% |
| Other values (31) | 4290230 |
team
Categorical
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| NE | 7872 |
|---|---|
| JAX | 7626 |
| PHI | 7601 |
| BAL | 7535 |
| GB | 7478 |
| Other values (27) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.7471656 |
| Min length | 2 |
Characters and Unicode
| Total characters | 632175 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KC |
|---|---|
| 2nd row | DET |
| 3rd row | NYJ |
| 4th row | CHI |
| 5th row | CLE |
Common Values
| Value | Count | Frequency (%) |
| NE | 7872 | 3.4% |
| JAX | 7626 | 3.3% |
| PHI | 7601 | 3.3% |
| BAL | 7535 | 3.3% |
| GB | 7478 | 3.2% |
| IND | 7468 | 3.2% |
| SEA | 7390 | 3.2% |
| DAL | 7333 | 3.2% |
| CIN | 7254 | 3.2% |
| NYG | 7231 | 3.1% |
| Other values (22) | 155331 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ne | 7872 | 3.4% |
| jax | 7626 | 3.3% |
| phi | 7601 | 3.3% |
| bal | 7535 | 3.3% |
| gb | 7478 | 3.2% |
| ind | 7468 | 3.2% |
| sea | 7390 | 3.2% |
| dal | 7333 | 3.2% |
| cin | 7254 | 3.2% |
| nyg | 7231 | 3.1% |
| Other values (22) | 155331 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 79522 | |
| N | 65324 | 10.3% |
| I | 57282 | 9.1% |
| L | 50496 | 8.0% |
| E | 43838 | 6.9% |
| C | 42818 | 6.8% |
| T | 35792 | 5.7% |
| B | 29207 | 4.6% |
| D | 29113 | 4.6% |
| S | 21454 | 3.4% |
| Other values (14) | 177329 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 632175 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 79522 | |
| N | 65324 | 10.3% |
| I | 57282 | 9.1% |
| L | 50496 | 8.0% |
| E | 43838 | 6.9% |
| C | 42818 | 6.8% |
| T | 35792 | 5.7% |
| B | 29207 | 4.6% |
| D | 29113 | 4.6% |
| S | 21454 | 3.4% |
| Other values (14) | 177329 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 632175 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 79522 | |
| N | 65324 | 10.3% |
| I | 57282 | 9.1% |
| L | 50496 | 8.0% |
| E | 43838 | 6.9% |
| C | 42818 | 6.8% |
| T | 35792 | 5.7% |
| B | 29207 | 4.6% |
| D | 29113 | 4.6% |
| S | 21454 | 3.4% |
| Other values (14) | 177329 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 632175 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 79522 | |
| N | 65324 | 10.3% |
| I | 57282 | 9.1% |
| L | 50496 | 8.0% |
| E | 43838 | 6.9% |
| C | 42818 | 6.8% |
| T | 35792 | 5.7% |
| B | 29207 | 4.6% |
| D | 29113 | 4.6% |
| S | 21454 | 3.4% |
| Other values (14) | 177329 |
def_tackles
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4921671 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 29880 |
| Zeros (%) | 13.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.1270859 |
|---|---|
| Coefficient of variation (CV) | 0.85350855 |
| Kurtosis | 1.7667763 |
| Mean | 2.4921671 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.2463793 |
| Sum | 573495 |
| Variance | 4.5244945 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 1 | 65816 | |
| 2 | 42612 | |
| 3 | 31643 | |
| 0 | 29880 | |
| 4 | 22507 | 9.8% |
| 5 | 15140 | 6.6% |
| 6 | 9663 | 4.2% |
| 7 | 5896 | 2.6% |
| 8 | 3377 | 1.5% |
| 9 | 1805 | 0.8% |
| Other values (11) | 1780 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 29880 | |
| 1 | 65816 | |
| 2 | 42612 | |
| 3 | 31643 | |
| 4 | 22507 | 9.8% |
| 5 | 15140 | 6.6% |
| 6 | 9663 | 4.2% |
| 7 | 5896 | 2.6% |
| 8 | 3377 | 1.5% |
| 9 | 1805 | 0.8% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 5 | < 0.1% |
| 16 | 10 | < 0.1% |
| 15 | 13 | < 0.1% |
| 14 | 36 | < 0.1% |
| 13 | 102 | < 0.1% |
| 12 | 193 | |
| 11 | 464 |
def_tackles_solo
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1279816 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 39957 |
| Zeros (%) | 17.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9059349 |
|---|---|
| Coefficient of variation (CV) | 0.89565382 |
| Kurtosis | 1.8852624 |
| Mean | 2.1279816 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.2804424 |
| Sum | 489689 |
| Variance | 3.6325877 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 1 | 70345 | |
| 2 | 43210 | |
| 0 | 39957 | |
| 3 | 29787 | |
| 4 | 19809 | 8.6% |
| 5 | 12193 | 5.3% |
| 6 | 7111 | 3.1% |
| 7 | 3948 | 1.7% |
| 8 | 2029 | 0.9% |
| 9 | 976 | 0.4% |
| Other values (7) | 754 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 39957 | |
| 1 | 70345 | |
| 2 | 43210 | |
| 3 | 29787 | |
| 4 | 19809 | 8.6% |
| 5 | 12193 | 5.3% |
| 6 | 7111 | 3.1% |
| 7 | 3948 | 1.7% |
| 8 | 2029 | 0.9% |
| 9 | 976 | 0.4% |
| Value | Count | Frequency (%) |
| 16 | 2 | < 0.1% |
| 15 | 3 | < 0.1% |
| 14 | 14 | < 0.1% |
| 13 | 29 | < 0.1% |
| 12 | 65 | < 0.1% |
| 11 | 204 | 0.1% |
| 10 | 437 | 0.2% |
| 9 | 976 | 0.4% |
| 8 | 2029 | |
| 7 | 3948 |
def_tackles_with_assist
Real number (ℝ)
ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36418549 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 173784 |
| Zeros (%) | 75.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.77258077 |
|---|---|
| Coefficient of variation (CV) | 2.1213936 |
| Kurtosis | 11.590186 |
| Mean | 0.36418549 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9121002 |
| Sum | 83806 |
| Variance | 0.59688104 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 173784 | |
| 1 | 38306 | 16.6% |
| 2 | 11918 | 5.2% |
| 3 | 3962 | 1.7% |
| 4 | 1375 | 0.6% |
| 5 | 500 | 0.2% |
| 6 | 191 | 0.1% |
| 7 | 45 | < 0.1% |
| 8 | 27 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 173784 | |
| 1 | 38306 | 16.6% |
| 2 | 11918 | 5.2% |
| 3 | 3962 | 1.7% |
| 4 | 1375 | 0.6% |
| 5 | 500 | 0.2% |
| 6 | 191 | 0.1% |
| 7 | 45 | < 0.1% |
| 8 | 27 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 2 | < 0.1% |
| 9 | 9 | < 0.1% |
| 8 | 27 | < 0.1% |
| 7 | 45 | < 0.1% |
| 6 | 191 | 0.1% |
| 5 | 500 | 0.2% |
| 4 | 1375 | 0.6% |
| 3 | 3962 | 1.7% |
| 2 | 11918 | 5.2% |
| 1 | 38306 |
def_tackle_assists
Real number (ℝ)
ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.91430521 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 112462 |
| Zeros (%) | 48.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2279077 |
|---|---|
| Coefficient of variation (CV) | 1.3429954 |
| Kurtosis | 5.4380118 |
| Mean | 0.91430521 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9417321 |
| Sum | 210399 |
| Variance | 1.5077573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0 | 112462 | |
| 1 | 65498 | |
| 2 | 29267 | 12.7% |
| 3 | 12894 | 5.6% |
| 4 | 5614 | 2.4% |
| 5 | 2502 | 1.1% |
| 6 | 1052 | 0.5% |
| 7 | 476 | 0.2% |
| 8 | 217 | 0.1% |
| 9 | 73 | < 0.1% |
| Other values (5) | 64 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 112462 | |
| 1 | 65498 | |
| 2 | 29267 | 12.7% |
| 3 | 12894 | 5.6% |
| 4 | 5614 | 2.4% |
| 5 | 2502 | 1.1% |
| 6 | 1052 | 0.5% |
| 7 | 476 | 0.2% |
| 8 | 217 | 0.1% |
| 9 | 73 | < 0.1% |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 13 | 6 | < 0.1% |
| 12 | 5 | < 0.1% |
| 11 | 9 | < 0.1% |
| 10 | 43 | < 0.1% |
| 9 | 73 | < 0.1% |
| 8 | 217 | 0.1% |
| 7 | 476 | 0.2% |
| 6 | 1052 | |
| 5 | 2502 |
def_tackles_for_loss
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23984547 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 185400 |
| Zeros (%) | 80.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5400515 |
|---|---|
| Coefficient of variation (CV) | 2.2516644 |
| Kurtosis | 8.0549261 |
| Mean | 0.23984547 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5946536 |
| Sum | 55193 |
| Variance | 0.29165562 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 185400 | |
| 1 | 36036 | 15.7% |
| 2 | 7161 | 3.1% |
| 3 | 1293 | 0.6% |
| 4 | 195 | 0.1% |
| 5 | 28 | < 0.1% |
| 6 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 185400 | |
| 1 | 36036 | 15.7% |
| 2 | 7161 | 3.1% |
| 3 | 1293 | 0.6% |
| 4 | 195 | 0.1% |
| 5 | 28 | < 0.1% |
| 6 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 6 | < 0.1% |
| 5 | 28 | < 0.1% |
| 4 | 195 | 0.1% |
| 3 | 1293 | 0.6% |
| 2 | 7161 | 3.1% |
| 1 | 36036 | 15.7% |
| 0 | 185400 |
def_tackles_for_loss_yards
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.26175587 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 206176 |
| Zeros (%) | 89.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.98162782 |
|---|---|
| Coefficient of variation (CV) | 3.7501654 |
| Kurtosis | 46.796793 |
| Mean | 0.26175587 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.6227965 |
| Sum | 60235 |
| Variance | 0.96359318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0 | 206176 | |
| 1 | 9073 | 3.9% |
| 2 | 5901 | 2.6% |
| 3 | 3706 | 1.6% |
| 4 | 2293 | 1.0% |
| 5 | 1284 | 0.6% |
| 6 | 701 | 0.3% |
| 7 | 397 | 0.2% |
| 8 | 250 | 0.1% |
| 9 | 119 | 0.1% |
| Other values (15) | 219 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 206176 | |
| 1 | 9073 | 3.9% |
| 2 | 5901 | 2.6% |
| 3 | 3706 | 1.6% |
| 4 | 2293 | 1.0% |
| 5 | 1284 | 0.6% |
| 6 | 701 | 0.3% |
| 7 | 397 | 0.2% |
| 8 | 250 | 0.1% |
| 9 | 119 | 0.1% |
| Value | Count | Frequency (%) |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 20 | 2 | |
| 19 | 1 | < 0.1% |
| 18 | 2 | |
| 17 | 2 | |
| 16 | 4 | |
| 15 | 3 |
def_fumbles_forced
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 0 | |
|---|---|
| 1 | 10270 |
| 2 | 434 |
| 3 | 21 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 230119 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 219393 | |
| 1 | 10270 | 4.5% |
| 2 | 434 | 0.2% |
| 3 | 21 | < 0.1% |
| 4 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 219393 | |
| 1 | 10270 | 4.5% |
| 2 | 434 | 0.2% |
| 3 | 21 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 219393 | |
| 1 | 10270 | 4.5% |
| 2 | 434 | 0.2% |
| 3 | 21 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 219393 | |
| 1 | 10270 | 4.5% |
| 2 | 434 | 0.2% |
| 3 | 21 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 219393 | |
| 1 | 10270 | 4.5% |
| 2 | 434 | 0.2% |
| 3 | 21 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 219393 | |
| 1 | 10270 | 4.5% |
| 2 | 434 | 0.2% |
| 3 | 21 | < 0.1% |
| 4 | 1 | < 0.1% |
def_sacks
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13384814 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 201981 |
| Zeros (%) | 87.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.39706116 |
|---|---|
| Coefficient of variation (CV) | 2.9665049 |
| Kurtosis | 15.334061 |
| Mean | 0.13384814 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.5280663 |
| Sum | 30801 |
| Variance | 0.15765756 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 201981 | |
| 1 | 19626 | 8.5% |
| 0.5 | 4009 | 1.7% |
| 2 | 2744 | 1.2% |
| 1.5 | 1055 | 0.5% |
| 3 | 425 | 0.2% |
| 2.5 | 193 | 0.1% |
| 4 | 37 | < 0.1% |
| 3.5 | 34 | < 0.1% |
| 4.5 | 6 | < 0.1% |
| Other values (3) | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 201981 | |
| 0.5 | 4009 | 1.7% |
| 1 | 19626 | 8.5% |
| 1.5 | 1055 | 0.5% |
| 2 | 2744 | 1.2% |
| 2.5 | 193 | 0.1% |
| 3 | 425 | 0.2% |
| 3.5 | 34 | < 0.1% |
| 4 | 37 | < 0.1% |
| 4.5 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 3 | < 0.1% |
| 5.5 | 1 | < 0.1% |
| 5 | 5 | < 0.1% |
| 4.5 | 6 | < 0.1% |
| 4 | 37 | < 0.1% |
| 3.5 | 34 | < 0.1% |
| 3 | 425 | 0.2% |
| 2.5 | 193 | 0.1% |
| 2 | 2744 | |
| 1.5 | 1055 | 0.5% |
def_sack_yards
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 76 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.86982822 |
| Minimum | 0 |
|---|---|
| Maximum | 46 |
| Zeros | 203330 |
| Zeros (%) | 88.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 8 |
| Maximum | 46 |
| Range | 46 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.8903707 |
|---|---|
| Coefficient of variation (CV) | 3.3229213 |
| Kurtosis | 22.917571 |
| Mean | 0.86982822 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.26712 |
| Sum | 200164 |
| Variance | 8.3542431 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 203330 | |
| 7 | 2673 | 1.2% |
| 8 | 2656 | 1.2% |
| 6 | 2323 | 1.0% |
| 9 | 2169 | 0.9% |
| 5 | 2068 | 0.9% |
| 4 | 1870 | 0.8% |
| 10 | 1592 | 0.7% |
| 3 | 1582 | 0.7% |
| 2 | 1270 | 0.6% |
| Other values (66) | 8586 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 203330 | |
| 0.5 | 195 | 0.1% |
| 1 | 1186 | 0.5% |
| 1.5 | 227 | 0.1% |
| 2 | 1270 | 0.6% |
| 2.5 | 422 | 0.2% |
| 3 | 1582 | 0.7% |
| 3.5 | 552 | 0.2% |
| 4 | 1870 | 0.8% |
| 4.5 | 474 | 0.2% |
| Value | Count | Frequency (%) |
| 46 | 1 | < 0.1% |
| 45 | 2 | |
| 44 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 42 | 2 | |
| 41 | 1 | < 0.1% |
| 38 | 2 | |
| 37 | 3 | |
| 36 | 2 | |
| 35.5 | 3 |
def_qb_hits
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24660284 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 188368 |
| Zeros (%) | 81.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6051682 |
|---|---|
| Coefficient of variation (CV) | 2.4540195 |
| Kurtosis | 13.890456 |
| Mean | 0.24660284 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.2126114 |
| Sum | 56748 |
| Variance | 0.36622855 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 188368 | |
| 1 | 30880 | 13.4% |
| 2 | 7921 | 3.4% |
| 3 | 2101 | 0.9% |
| 4 | 618 | 0.3% |
| 5 | 162 | 0.1% |
| 6 | 50 | < 0.1% |
| 7 | 14 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 188368 | |
| 1 | 30880 | 13.4% |
| 2 | 7921 | 3.4% |
| 3 | 2101 | 0.9% |
| 4 | 618 | 0.3% |
| 5 | 162 | 0.1% |
| 6 | 50 | < 0.1% |
| 7 | 14 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 14 | < 0.1% |
| 6 | 50 | < 0.1% |
| 5 | 162 | 0.1% |
| 4 | 618 | 0.3% |
| 3 | 2101 | 0.9% |
| 2 | 7921 | 3.4% |
| 1 | 30880 |
def_interceptions
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 0 | |
|---|---|
| 1 | 10864 |
| 2 | 753 |
| 3 | 40 |
| 4 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 230119 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 218460 | |
| 1 | 10864 | 4.7% |
| 2 | 753 | 0.3% |
| 3 | 40 | < 0.1% |
| 4 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 218460 | |
| 1 | 10864 | 4.7% |
| 2 | 753 | 0.3% |
| 3 | 40 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 218460 | |
| 1 | 10864 | 4.7% |
| 2 | 753 | 0.3% |
| 3 | 40 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 218460 | |
| 1 | 10864 | 4.7% |
| 2 | 753 | 0.3% |
| 3 | 40 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 218460 | |
| 1 | 10864 | 4.7% |
| 2 | 753 | 0.3% |
| 3 | 40 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 218460 | |
| 1 | 10864 | 4.7% |
| 2 | 753 | 0.3% |
| 3 | 40 | < 0.1% |
| 4 | 2 | < 0.1% |
def_interception_yards
Real number (ℝ)
ZEROS
| Distinct | 136 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.75902468 |
| Minimum | -100 |
|---|---|
| Maximum | 150 |
| Zeros | 221933 |
| Zeros (%) | 96.4% |
| Negative | 236 |
| Negative (%) | 0.1% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 150 |
| Range | 250 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 5.5216052 |
|---|---|
| Coefficient of variation (CV) | 7.2746057 |
| Kurtosis | 126.7972 |
| Mean | 0.75902468 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.065663 |
| Sum | 174666 |
| Variance | 30.488124 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 221933 | |
| 1 | 408 | 0.2% |
| 2 | 390 | 0.2% |
| 3 | 330 | 0.1% |
| 4 | 305 | 0.1% |
| 5 | 278 | 0.1% |
| 7 | 257 | 0.1% |
| 6 | 249 | 0.1% |
| 8 | 213 | 0.1% |
| 9 | 213 | 0.1% |
| Other values (126) | 5543 | 2.4% |
| Value | Count | Frequency (%) |
| -100 | 1 | < 0.1% |
| -23 | 1 | < 0.1% |
| -18 | 1 | < 0.1% |
| -16 | 1 | < 0.1% |
| -15 | 1 | < 0.1% |
| -12 | 3 | |
| -11 | 1 | < 0.1% |
| -10 | 1 | < 0.1% |
| -9 | 2 | |
| -8 | 4 |
| Value | Count | Frequency (%) |
| 150 | 1 | < 0.1% |
| 135 | 1 | < 0.1% |
| 127 | 1 | < 0.1% |
| 123 | 1 | < 0.1% |
| 122 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 116 | 1 | < 0.1% |
| 115 | 3 | |
| 114 | 1 | < 0.1% |
| 112 | 1 | < 0.1% |
def_pass_defended
Real number (ℝ)
ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27326296 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 181209 |
| Zeros (%) | 78.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.59437113 |
|---|---|
| Coefficient of variation (CV) | 2.1750885 |
| Kurtosis | 8.741111 |
| Mean | 0.27326296 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6319193 |
| Sum | 62883 |
| Variance | 0.35327704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 181209 | |
| 1 | 37966 | 16.5% |
| 2 | 8555 | 3.7% |
| 3 | 1877 | 0.8% |
| 4 | 410 | 0.2% |
| 5 | 78 | < 0.1% |
| 6 | 22 | < 0.1% |
| 7 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 181209 | |
| 1 | 37966 | 16.5% |
| 2 | 8555 | 3.7% |
| 3 | 1877 | 0.8% |
| 4 | 410 | 0.2% |
| 5 | 78 | < 0.1% |
| 6 | 22 | < 0.1% |
| 7 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 2 | < 0.1% |
| 6 | 22 | < 0.1% |
| 5 | 78 | < 0.1% |
| 4 | 410 | 0.2% |
| 3 | 1877 | 0.8% |
| 2 | 8555 | 3.7% |
| 1 | 37966 | 16.5% |
| 0 | 181209 |
def_tds
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 0 | |
|---|---|
| 1 | 1907 |
| 2 | 22 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 230119 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 228189 | |
| 1 | 1907 | 0.8% |
| 2 | 22 | < 0.1% |
| 3 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 228189 | |
| 1 | 1907 | 0.8% |
| 2 | 22 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 228189 | |
| 1 | 1907 | 0.8% |
| 2 | 22 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 228189 | |
| 1 | 1907 | 0.8% |
| 2 | 22 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 228189 | |
| 1 | 1907 | 0.8% |
| 2 | 22 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 228189 | |
| 1 | 1907 | 0.8% |
| 2 | 22 | < 0.1% |
| 3 | 1 | < 0.1% |
def_fumbles
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 0 | |
|---|---|
| 1 | 337 |
| 2 | 7 |
| 3 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 230119 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 229771 | |
| 1 | 337 | 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 4 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 229771 | |
| 1 | 337 | 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 229771 | |
| 1 | 337 | 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229771 | |
| 1 | 337 | 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229771 | |
| 1 | 337 | 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229771 | |
| 1 | 337 | 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 4 | < 0.1% |
def_fumble_recovery_own
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 0 | |
|---|---|
| 1 | 393 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 230119 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 229725 | |
| 1 | 393 | 0.2% |
| 2 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 229725 | |
| 1 | 393 | 0.2% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 229725 | |
| 1 | 393 | 0.2% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229725 | |
| 1 | 393 | 0.2% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229725 | |
| 1 | 393 | 0.2% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229725 | |
| 1 | 393 | 0.2% |
| 2 | 1 | < 0.1% |
def_fumble_recovery_yards_own
Real number (ℝ)
SKEWED ZEROS
| Distinct | 41 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0056101408 |
| Minimum | -16 |
|---|---|
| Maximum | 64 |
| Zeros | 230000 |
| Zeros (%) | 99.9% |
| Negative | 18 |
| Negative (%) | < 0.1% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -16 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 64 |
| Range | 80 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.43272474 |
|---|---|
| Coefficient of variation (CV) | 77.132599 |
| Kurtosis | 11702.349 |
| Mean | 0.0056101408 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 98.879296 |
| Sum | 1291 |
| Variance | 0.1872507 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 0 | 230000 | |
| 1 | 10 | < 0.1% |
| 2 | 8 | < 0.1% |
| 7 | 7 | < 0.1% |
| 9 | 6 | < 0.1% |
| 11 | 6 | < 0.1% |
| 3 | 6 | < 0.1% |
| 5 | 6 | < 0.1% |
| 8 | 6 | < 0.1% |
| 4 | 6 | < 0.1% |
| Other values (31) | 58 | < 0.1% |
| Value | Count | Frequency (%) |
| -16 | 2 | < 0.1% |
| -8 | 2 | < 0.1% |
| -7 | 1 | < 0.1% |
| -5 | 4 | < 0.1% |
| -4 | 1 | < 0.1% |
| -3 | 1 | < 0.1% |
| -2 | 5 | < 0.1% |
| -1 | 2 | < 0.1% |
| 0 | 230000 | |
| 1 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 64 | 1 | |
| 63 | 1 | |
| 58 | 1 | |
| 57 | 1 | |
| 53 | 1 | |
| 51 | 1 | |
| 48 | 1 | |
| 47 | 2 | |
| 44 | 1 | |
| 31 | 1 |
def_fumble_recovery_opp
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 0 | |
|---|---|
| 1 | 7049 |
| 2 | 127 |
| 3 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 230119 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 222941 | |
| 1 | 7049 | 3.1% |
| 2 | 127 | 0.1% |
| 3 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 222941 | |
| 1 | 7049 | 3.1% |
| 2 | 127 | 0.1% |
| 3 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 222941 | |
| 1 | 7049 | 3.1% |
| 2 | 127 | 0.1% |
| 3 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 222941 | |
| 1 | 7049 | 3.1% |
| 2 | 127 | 0.1% |
| 3 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 222941 | |
| 1 | 7049 | 3.1% |
| 2 | 127 | 0.1% |
| 3 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 222941 | |
| 1 | 7049 | 3.1% |
| 2 | 127 | 0.1% |
| 3 | 2 | < 0.1% |
def_fumble_recovery_yards_opp
Real number (ℝ)
SKEWED ZEROS
| Distinct | 111 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15733164 |
| Minimum | -26 |
|---|---|
| Maximum | 104 |
| Zeros | 227993 |
| Zeros (%) | 99.1% |
| Negative | 108 |
| Negative (%) | < 0.1% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | -26 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 104 |
| Range | 130 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.5057828 |
|---|---|
| Coefficient of variation (CV) | 15.926757 |
| Kurtosis | 586.83945 |
| Mean | 0.15733164 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.153694 |
| Sum | 36205 |
| Variance | 6.2789474 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 227993 | |
| 1 | 180 | 0.1% |
| 2 | 151 | 0.1% |
| 3 | 130 | 0.1% |
| 4 | 116 | 0.1% |
| 5 | 101 | < 0.1% |
| 6 | 87 | < 0.1% |
| 8 | 70 | < 0.1% |
| 7 | 62 | < 0.1% |
| 10 | 61 | < 0.1% |
| Other values (101) | 1168 | 0.5% |
| Value | Count | Frequency (%) |
| -26 | 1 | < 0.1% |
| -16 | 1 | < 0.1% |
| -9 | 1 | < 0.1% |
| -8 | 2 | < 0.1% |
| -7 | 2 | < 0.1% |
| -6 | 4 | < 0.1% |
| -5 | 9 | < 0.1% |
| -4 | 6 | < 0.1% |
| -3 | 18 | |
| -2 | 29 |
| Value | Count | Frequency (%) |
| 104 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| 99 | 1 | < 0.1% |
| 98 | 3 | |
| 97 | 1 | < 0.1% |
| 96 | 1 | < 0.1% |
| 95 | 2 | |
| 94 | 2 | |
| 93 | 2 |
def_safety
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| 0 | |
|---|---|
| 1 | 240 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 230119 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 229879 | |
| 1 | 240 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 229879 | |
| 1 | 240 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 229879 | |
| 1 | 240 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229879 | |
| 1 | 240 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229879 | |
| 1 | 240 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 230119 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 229879 | |
| 1 | 240 | 0.1% |
def_penalty
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15807908 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 197162 |
| Zeros (%) | 85.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.40724412 |
|---|---|
| Coefficient of variation (CV) | 2.576205 |
| Kurtosis | 8.2089303 |
| Mean | 0.15807908 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7188583 |
| Sum | 36377 |
| Variance | 0.16584777 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 197162 | |
| 1 | 29857 | 13.0% |
| 2 | 2808 | 1.2% |
| 3 | 265 | 0.1% |
| 4 | 26 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 197162 | |
| 1 | 29857 | 13.0% |
| 2 | 2808 | 1.2% |
| 3 | 265 | 0.1% |
| 4 | 26 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4 | 26 | < 0.1% |
| 3 | 265 | 0.1% |
| 2 | 2808 | 1.2% |
| 1 | 29857 | 13.0% |
| 0 | 197162 |
def_penalty_yards
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 80 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.482685 |
| Minimum | 0 |
|---|---|
| Maximum | 106 |
| Zeros | 197476 |
| Zeros (%) | 85.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 11 |
| Maximum | 106 |
| Range | 106 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.7382915 |
|---|---|
| Coefficient of variation (CV) | 3.1957505 |
| Kurtosis | 34.623581 |
| Mean | 1.482685 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.9086088 |
| Sum | 341194 |
| Variance | 22.451406 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 197476 | |
| 5 | 13155 | 5.7% |
| 15 | 6215 | 2.7% |
| 10 | 3815 | 1.7% |
| 4 | 737 | 0.3% |
| 6 | 652 | 0.3% |
| 20 | 651 | 0.3% |
| 9 | 528 | 0.2% |
| 8 | 526 | 0.2% |
| 7 | 493 | 0.2% |
| Other values (70) | 5871 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 197476 | |
| 1 | 343 | 0.1% |
| 2 | 398 | 0.2% |
| 3 | 480 | 0.2% |
| 4 | 737 | 0.3% |
| 5 | 13155 | 5.7% |
| 6 | 652 | 0.3% |
| 7 | 493 | 0.2% |
| 8 | 526 | 0.2% |
| 9 | 528 | 0.2% |
| Value | Count | Frequency (%) |
| 106 | 1 | < 0.1% |
| 99 | 1 | < 0.1% |
| 91 | 1 | < 0.1% |
| 90 | 1 | < 0.1% |
| 87 | 3 | |
| 80 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
| 72 | 1 | < 0.1% |
| 71 | 1 | < 0.1% |
| 70 | 3 |
| def_fumble_recovery_opp | def_fumble_recovery_own | def_fumble_recovery_yards_opp | def_fumble_recovery_yards_own | def_fumbles | def_fumbles_forced | def_interception_yards | def_interceptions | def_pass_defended | def_penalty | def_penalty_yards | def_qb_hits | def_sack_yards | def_sacks | def_safety | def_tackle_assists | def_tackles | def_tackles_for_loss | def_tackles_for_loss_yards | def_tackles_solo | def_tackles_with_assist | def_tds | position | position_group | season | season_type | team | week | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| def_fumble_recovery_opp | 1.000 | 0.033 | 0.305 | 0.038 | 0.030 | 0.059 | 0.000 | 0.002 | 0.008 | 0.003 | 0.000 | 0.009 | 0.024 | 0.031 | 0.000 | 0.011 | 0.024 | 0.012 | 0.000 | 0.024 | 0.010 | 0.094 | 0.031 | 0.027 | 0.015 | 0.003 | 0.005 | 0.003 |
| def_fumble_recovery_own | 0.033 | 1.000 | 0.069 | 0.365 | 0.225 | 0.000 | 0.016 | 0.016 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.004 | 0.000 | 0.020 | 0.040 | 0.041 | 0.010 | 0.000 | 0.013 | 0.002 |
| def_fumble_recovery_yards_opp | 0.305 | 0.069 | 1.000 | 0.166 | 0.044 | 0.024 | 0.006 | 0.000 | 0.014 | -0.001 | -0.001 | 0.009 | 0.014 | 0.014 | 0.000 | 0.015 | 0.025 | 0.006 | 0.002 | 0.023 | 0.009 | 0.210 | 0.042 | 0.023 | -0.007 | 0.005 | 0.004 | -0.006 |
| def_fumble_recovery_yards_own | 0.038 | 0.365 | 0.166 | 1.000 | 0.183 | 0.000 | 0.003 | 0.000 | 0.000 | -0.003 | -0.003 | 0.002 | 0.002 | 0.002 | 0.000 | 0.003 | 0.004 | 0.002 | 0.002 | 0.005 | -0.002 | 0.025 | 0.000 | 0.005 | -0.002 | 0.005 | 0.005 | -0.003 |
| def_fumbles | 0.030 | 0.225 | 0.044 | 0.183 | 1.000 | 0.000 | 0.056 | 0.055 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.003 | 0.048 | 0.048 | 0.008 | 0.000 | 0.005 | 0.000 |
| def_fumbles_forced | 0.059 | 0.000 | 0.024 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.008 | 0.003 | 0.000 | 0.048 | 0.146 | 0.180 | 0.009 | 0.013 | 0.067 | 0.030 | 0.008 | 0.074 | 0.010 | 0.009 | 0.041 | 0.028 | 0.011 | 0.000 | 0.007 | 0.001 |
| def_interception_yards | 0.000 | 0.016 | 0.006 | 0.003 | 0.056 | 0.000 | 1.000 | 0.429 | 0.361 | 0.007 | 0.008 | -0.042 | -0.030 | -0.031 | 0.000 | 0.014 | 0.080 | -0.023 | -0.014 | 0.082 | 0.016 | 0.329 | 0.063 | 0.062 | -0.025 | 0.003 | 0.005 | 0.002 |
| def_interceptions | 0.002 | 0.016 | 0.000 | 0.000 | 0.055 | 0.000 | 0.429 | 1.000 | 0.285 | 0.010 | 0.015 | 0.016 | 0.016 | 0.018 | 0.000 | 0.007 | 0.050 | 0.015 | 0.002 | 0.053 | 0.006 | 0.164 | 0.106 | 0.105 | 0.014 | 0.000 | 0.006 | 0.002 |
| def_pass_defended | 0.008 | 0.007 | 0.014 | 0.000 | 0.025 | 0.008 | 0.361 | 0.285 | 1.000 | 0.038 | 0.040 | -0.061 | -0.039 | -0.040 | 0.000 | 0.027 | 0.181 | -0.022 | -0.015 | 0.183 | 0.036 | 0.081 | 0.131 | 0.124 | -0.033 | 0.002 | 0.011 | 0.001 |
| def_penalty | 0.003 | 0.000 | -0.001 | -0.003 | 0.000 | 0.003 | 0.007 | 0.010 | 0.038 | 1.000 | 0.991 | 0.004 | 0.003 | 0.002 | 0.000 | -0.046 | -0.020 | -0.009 | -0.008 | -0.014 | -0.026 | 0.004 | 0.063 | 0.048 | -0.000 | 0.005 | 0.012 | -0.018 |
| def_penalty_yards | 0.000 | 0.000 | -0.001 | -0.003 | 0.000 | 0.000 | 0.008 | 0.015 | 0.040 | 0.991 | 1.000 | 0.002 | 0.001 | -0.000 | 0.000 | -0.046 | -0.019 | -0.011 | -0.009 | -0.013 | -0.026 | 0.003 | 0.046 | 0.044 | 0.000 | 0.003 | 0.006 | -0.018 |
| def_qb_hits | 0.009 | 0.000 | 0.009 | 0.002 | 0.000 | 0.048 | -0.042 | 0.016 | -0.061 | 0.004 | 0.002 | 1.000 | 0.682 | 0.696 | 0.031 | 0.069 | 0.040 | 0.401 | 0.072 | 0.047 | -0.007 | 0.012 | 0.077 | 0.066 | 0.128 | 0.000 | 0.009 | -0.005 |
| def_sack_yards | 0.024 | 0.000 | 0.014 | 0.002 | 0.000 | 0.146 | -0.030 | 0.016 | -0.039 | 0.003 | 0.001 | 0.682 | 1.000 | 0.972 | 0.041 | 0.060 | 0.121 | 0.495 | 0.057 | 0.131 | 0.012 | 0.006 | 0.082 | 0.073 | 0.003 | 0.000 | 0.008 | -0.002 |
| def_sacks | 0.031 | 0.000 | 0.014 | 0.002 | 0.000 | 0.180 | -0.031 | 0.018 | -0.040 | 0.002 | -0.000 | 0.696 | 0.972 | 1.000 | 0.056 | 0.062 | 0.126 | 0.488 | 0.058 | 0.136 | 0.013 | 0.000 | 0.093 | 0.084 | 0.003 | 0.000 | 0.008 | -0.002 |
| def_safety | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.041 | 0.056 | 1.000 | 0.025 | 0.005 | 0.054 | 0.116 | 0.009 | 0.000 | 0.000 | 0.017 | 0.017 | 0.007 | 0.000 | 0.003 | 0.000 |
| def_tackle_assists | 0.011 | 0.000 | 0.015 | 0.003 | 0.000 | 0.013 | 0.014 | 0.007 | 0.027 | -0.046 | -0.046 | 0.069 | 0.060 | 0.062 | 0.025 | 1.000 | 0.201 | 0.069 | 0.067 | 0.155 | 0.157 | 0.000 | 0.107 | 0.088 | 0.125 | 0.014 | 0.023 | 0.013 |
| def_tackles | 0.024 | 0.000 | 0.025 | 0.004 | 0.000 | 0.067 | 0.080 | 0.050 | 0.181 | -0.020 | -0.019 | 0.040 | 0.121 | 0.126 | 0.005 | 0.201 | 1.000 | 0.266 | 0.218 | 0.930 | 0.402 | 0.016 | 0.141 | 0.138 | -0.068 | 0.000 | 0.012 | -0.003 |
| def_tackles_for_loss | 0.012 | 0.001 | 0.006 | 0.002 | 0.000 | 0.030 | -0.023 | 0.015 | -0.022 | -0.009 | -0.011 | 0.401 | 0.495 | 0.488 | 0.054 | 0.069 | 0.266 | 1.000 | 0.702 | 0.256 | 0.095 | 0.000 | 0.107 | 0.101 | 0.030 | 0.000 | 0.012 | -0.002 |
| def_tackles_for_loss_yards | 0.000 | 0.000 | 0.002 | 0.002 | 0.000 | 0.008 | -0.014 | 0.002 | -0.015 | -0.008 | -0.009 | 0.072 | 0.057 | 0.058 | 0.116 | 0.067 | 0.218 | 0.702 | 1.000 | 0.192 | 0.122 | 0.000 | 0.034 | 0.035 | 0.003 | 0.000 | 0.007 | -0.001 |
| def_tackles_solo | 0.024 | 0.004 | 0.023 | 0.005 | 0.003 | 0.074 | 0.082 | 0.053 | 0.183 | -0.014 | -0.013 | 0.047 | 0.131 | 0.136 | 0.009 | 0.155 | 0.930 | 0.256 | 0.192 | 1.000 | 0.090 | 0.018 | 0.150 | 0.148 | -0.020 | 0.000 | 0.019 | -0.007 |
| def_tackles_with_assist | 0.010 | 0.000 | 0.009 | -0.002 | 0.000 | 0.010 | 0.016 | 0.006 | 0.036 | -0.026 | -0.026 | -0.007 | 0.012 | 0.013 | 0.000 | 0.157 | 0.402 | 0.095 | 0.122 | 0.090 | 1.000 | 0.000 | 0.057 | 0.053 | -0.139 | 0.007 | 0.034 | 0.009 |
| def_tds | 0.094 | 0.020 | 0.210 | 0.025 | 0.003 | 0.009 | 0.329 | 0.164 | 0.081 | 0.004 | 0.003 | 0.012 | 0.006 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.018 | 0.000 | 1.000 | 0.032 | 0.031 | 0.009 | 0.004 | 0.009 | 0.002 |
| position | 0.031 | 0.040 | 0.042 | 0.000 | 0.048 | 0.041 | 0.063 | 0.106 | 0.131 | 0.063 | 0.046 | 0.077 | 0.082 | 0.093 | 0.017 | 0.107 | 0.141 | 0.107 | 0.034 | 0.150 | 0.057 | 0.032 | 1.000 | 1.000 | 0.128 | 0.013 | 0.048 | 0.009 |
| position_group | 0.027 | 0.041 | 0.023 | 0.005 | 0.048 | 0.028 | 0.062 | 0.105 | 0.124 | 0.048 | 0.044 | 0.066 | 0.073 | 0.084 | 0.017 | 0.088 | 0.138 | 0.101 | 0.035 | 0.148 | 0.053 | 0.031 | 1.000 | 1.000 | 0.019 | 0.005 | 0.023 | 0.000 |
| season | 0.015 | 0.010 | -0.007 | -0.002 | 0.008 | 0.011 | -0.025 | 0.014 | -0.033 | -0.000 | 0.000 | 0.128 | 0.003 | 0.003 | 0.007 | 0.125 | -0.068 | 0.030 | 0.003 | -0.020 | -0.139 | 0.009 | 0.128 | 0.019 | 1.000 | 0.006 | 0.025 | 0.010 |
| season_type | 0.003 | 0.000 | 0.005 | 0.005 | 0.000 | 0.000 | 0.003 | 0.000 | 0.002 | 0.005 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.004 | 0.013 | 0.005 | 0.006 | 1.000 | 0.097 | 0.923 |
| team | 0.005 | 0.013 | 0.004 | 0.005 | 0.005 | 0.007 | 0.005 | 0.006 | 0.011 | 0.012 | 0.006 | 0.009 | 0.008 | 0.008 | 0.003 | 0.023 | 0.012 | 0.012 | 0.007 | 0.019 | 0.034 | 0.009 | 0.048 | 0.023 | 0.025 | 0.097 | 1.000 | 0.038 |
| week | 0.003 | 0.002 | -0.006 | -0.003 | 0.000 | 0.001 | 0.002 | 0.002 | 0.001 | -0.018 | -0.018 | -0.005 | -0.002 | -0.002 | 0.000 | 0.013 | -0.003 | -0.002 | -0.001 | -0.007 | 0.009 | 0.002 | 0.009 | 0.000 | 0.010 | 0.923 | 0.038 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| season | week | season_type | player_id | player_name | player_display_name | position | position_group | headshot_url | team | def_tackles | def_tackles_solo | def_tackles_with_assist | def_tackle_assists | def_tackles_for_loss | def_tackles_for_loss_yards | def_fumbles_forced | def_sacks | def_sack_yards | def_qb_hits | def_interceptions | def_interception_yards | def_pass_defended | def_tds | def_fumbles | def_fumble_recovery_own | def_fumble_recovery_yards_own | def_fumble_recovery_opp | def_fumble_recovery_yards_opp | def_safety | def_penalty | def_penalty_yards | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1999 | 1 | REG | 0 | NaN | NaN | NaN | NaN | NaN | KC | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1.0 | 15.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 1999 | 1 | REG | 0 | NaN | NaN | NaN | NaN | NaN | DET | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 2 | 1999 | 1 | REG | 0 | NaN | NaN | NaN | NaN | NaN | NYJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 3 | 1999 | 1 | REG | 0 | NaN | NaN | NaN | NaN | NaN | CHI | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 4 | 1999 | 1 | REG | 0 | NaN | NaN | NaN | NaN | NaN | CLE | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 5 | 1999 | 1 | REG | 0 | NaN | NaN | NaN | NaN | NaN | MIA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 6 | 1999 | 1 | REG | 0 | NaN | NaN | NaN | NaN | NaN | PIT | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 7 | 1999 | 1 | REG | 0 | NaN | NaN | NaN | NaN | NaN | WAS | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 8 | 1999 | 2 | REG | 0 | NaN | NaN | NaN | NaN | NaN | CAR | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1.0 | 9.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 1999 | 2 | REG | 0 | NaN | NaN | NaN | NaN | NaN | DET | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| season | week | season_type | player_id | player_name | player_display_name | position | position_group | headshot_url | team | def_tackles | def_tackles_solo | def_tackles_with_assist | def_tackle_assists | def_tackles_for_loss | def_tackles_for_loss_yards | def_fumbles_forced | def_sacks | def_sack_yards | def_qb_hits | def_interceptions | def_interception_yards | def_pass_defended | def_tds | def_fumbles | def_fumble_recovery_own | def_fumble_recovery_yards_own | def_fumble_recovery_opp | def_fumble_recovery_yards_opp | def_safety | def_penalty | def_penalty_yards | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 230109 | 2023 | 7 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 230110 | 2023 | 8 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5 |
| 230111 | 2023 | 9 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 4 | 3 | 1 | 2 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 230112 | 2023 | 10 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 4 | 4 | 0 | 1 | 0 | 0 | 1 | 0.0 | 0.0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 230113 | 2023 | 11 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 5 | 4 | 1 | 3 | 1 | 0 | 0 | 1.0 | 5.0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 19 |
| 230114 | 2023 | 12 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 4 | 2 | 2 | 1 | 1 | 5 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 230115 | 2023 | 13 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 4 | 3 | 1 | 4 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 230116 | 2023 | 14 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 230117 | 2023 | 17 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 3 | 3 | 0 | 0 | 1 | 5 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 230118 | 2023 | 18 | REG | 00-0039169 | D.Witherspoon | Devon Witherspoon | CB | DB | https://static.www.nfl.com/image/private/f_auto,q_auto/league/vm13kgvkrqzjyf08s2n0 | SEA | 7 | 6 | 1 | 4 | 3 | 2 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |